{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation matrices visualization of CIFAR-100 models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/requests/__init__.py:80: RequestsDependencyWarning: urllib3 (1.26.6) or chardet (3.0.4) doesn't match a supported version!\n",
      "  RequestsDependencyWarning)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "\n",
    "from mdistiller.models import cifar_model_dict\n",
    "from mdistiller.dataset import get_dataset\n",
    "from mdistiller.engine.utils import load_checkpoint\n",
    "from mdistiller.engine.cfg import CFG as cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visualize the difference between the teacher's output logits and the student's\n",
    "def get_output_metric(model, val_loader, num_classes=100):\n",
    "    model.eval()\n",
    "    all_preds, all_labels = [], []\n",
    "    with torch.no_grad():\n",
    "        for i, (data, labels) in tqdm(enumerate(val_loader)):\n",
    "            outputs, _ = model(data)\n",
    "            preds = outputs\n",
    "            all_preds.append(preds.data.cpu().numpy())\n",
    "            all_labels.append(labels.data.cpu().numpy())\n",
    "    \n",
    "    all_preds = np.concatenate(all_preds, 0)\n",
    "    all_labels = np.concatenate(all_labels, 0)\n",
    "    matrix = np.zeros((num_classes, num_classes))\n",
    "    cnt = np.zeros((num_classes, 1))\n",
    "    for p, l in zip(all_preds, all_labels):\n",
    "        cnt[l, 0] += 1\n",
    "        matrix[l] += p\n",
    "    matrix /= cnt\n",
    "    return matrix\n",
    "\n",
    "def get_tea_stu_diff(tea, stu, mpath, max_diff):\n",
    "    cfg.defrost()\n",
    "    cfg.DISTILLER.STUDENT = stu\n",
    "    cfg.DISTILLER.TEACHER = tea\n",
    "    cfg.DATASET.TYPE = 'cifar100'\n",
    "    cfg.freeze()\n",
    "    train_loader, val_loader, num_data, num_classes = get_dataset(cfg)\n",
    "    model = cifar_model_dict[cfg.DISTILLER.STUDENT][0](num_classes=num_classes)\n",
    "    model.load_state_dict(load_checkpoint(mpath)[\"model\"])\n",
    "    tea_model = cifar_model_dict[cfg.DISTILLER.TEACHER][0](num_classes=num_classes)\n",
    "    tea_model.load_state_dict(load_checkpoint(cifar_model_dict[cfg.DISTILLER.TEACHER][1])[\"model\"])\n",
    "    print(\"load model successfully!\")\n",
    "    ms = get_output_metric(model, val_loader)\n",
    "    mt = get_output_metric(tea_model, val_loader)\n",
    "    diff = np.abs((ms - mt)) / max_diff\n",
    "    for i in range(100):\n",
    "        diff[i, i] = 0\n",
    "    print('max(diff):', diff.max())\n",
    "    print('mean(diff):', diff.mean())\n",
    "    seaborn.heatmap(diff, vmin=0, vmax=1.0, cmap=\"PuBuGn\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set a common max-value of the difference for fair comparsion between different methods\n",
    "MAX_DIFF = 3.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "load model successfully!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "157it [00:27,  5.78it/s]\n",
      "157it [02:13,  1.18it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max(diff): 0.8985582387199003\n",
      "mean(diff): 0.09006057001758816\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# KD baseline\n",
    "mpath = \"../../download_ckpts/kd_resnet8x4\"\n",
    "get_tea_stu_diff(\"resnet32x4\", \"resnet8x4\", mpath, MAX_DIFF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "load model successfully!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "157it [00:28,  5.44it/s]\n",
      "157it [04:52,  1.86s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max(diff): 0.41605710864067075\n",
      "mean(diff): 0.04375380312281896\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Our DKD\n",
    "mpath = \"../../download_ckpts/dkd_resnet8x4\"\n",
    "get_tea_stu_diff(\"resnet32x4\", \"resnet8x4\", mpath, MAX_DIFF)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
  },
  "kernelspec": {
   "display_name": "Python 3.6.9 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "orig_nbformat": 2
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
